Commit ad4d33e
PR #16585: Add support for float8_e4m3 and float8_e3m4 types
Imported from GitHub PR #16585
This PR adds f8E4M3 and f8E3M4 types support to XLA (mainly to cpu_compiler).
### `f8E4M3` type follows IEEE 754 convention.
```c
f8E4M3 (IEEE 754)
- Exponent bias: 7
- Maximum stored exponent value: 14 (binary 1110)
- Maximum unbiased exponent value: 14 - 7 = 7
- Minimum stored exponent value: 1 (binary 0001)
- Minimum unbiased exponent value: 1 − 7 = −6
- Precision specifies the total number of bits used for the significand (mantisa),
including implicit leading integer bit = 3 + 1 = 4
- Follows IEEE 754 conventions for representation of special values
- Has Positive and Negative zero
- Has Positive and Negative infinity
- Has NaNs
Additional details:
- Max exp (unbiased): 7
- Min exp (unbiased): -6
- Infinities (+/-): S.1111.000
- Zeros (+/-): S.0000.000
- NaNs: S.1111.{001, 010, 011, 100, 101, 110, 111}
- Max normal number: S.1110.111 = +/-2^(7) x (1 + 0.875) = +/-240
- Min normal number: S.0001.000 = +/-2^(-6)
- Max subnormal number: S.0000.111 = +/-2^(-6) x 0.875 = +/-2^(-9) x 7
- Min subnormal number: S.0000.001 = +/-2^(-6) x 0.125 = +/-2^(-9)
```
### `f8E3M4` type follows IEEE 754 convention
```c
f8E3M4 (IEEE 754)
- Exponent bias: 3
- Maximum stored exponent value: 6 (binary 110)
- Maximum unbiased exponent value: 6 - 3 = 3
- Minimum stored exponent value: 1 (binary 001)
- Minimum unbiased exponent value: 1 − 3 = −2
- Precision specifies the total number of bits used for the significand (mantissa),
including implicit leading integer bit = 4 + 1 = 5
- Follows IEEE 754 conventions for representation of special values
- Has Positive and Negative zero
- Has Positive and Negative infinity
- Has NaNs
Additional details:
- Max exp (unbiased): 3
- Min exp (unbiased): -2
- Infinities (+/-): S.111.0000
- Zeros (+/-): S.000.0000
- NaNs: S.111.{0,1}⁴ except S.111.0000
- Max normal number: S.110.1111 = +/-2^(6-3) x (1 + 15/16) = +/-2^3 x 31 x 2^(-4) = +/-15.5
- Min normal number: S.001.0000 = +/-2^(1-3) x (1 + 0) = +/-2^(-2)
- Max subnormal number: S.000.1111 = +/-2^(-2) x 15/16 = +/-2^(-2) x 15 x 2^(-4) = +/-15 x 2^(-6)
- Min subnormal number: S.000.0001 = +/-2^(-2) x 1/16 = +/-2^(-2) x 2^(-4) = +/-2^(-6)
```
### Testing:
```
bazel test \
//xla:array2d_test \
//xla:fp_util_test \
//xla:literal_comparison_test \
//xla:literal_test \
//xla/mlir/utils:type_util_test \
//xla:primitive_util_test \
//xla/python/ifrt:dtype_test \
//xla/python:xla_client_test \
//xla/service:elemental_ir_emitter_test \
//xla/service:float_normalization_test \
//xla/service/gpu/tests:float_conversions_test \
//xla/tests:array_elementwise_ops_test \
//xla/tests:constants_test \
//xla/tests:convert_test \
//xla/tests:float8_test \
//xla:util_test
bazel test \
//xla/hlo/translate/hlo_to_mhlo/tests:import.hlo.test \
//xla/hlo/translate/mhlo_to_hlo/tests:export.mlir.test \
//xla/mlir_hlo/tests:Dialect/mhlo/hlo-legalize-to-stablehlo.mlir.test \
//xla/mlir_hlo/tests:Dialect/mhlo/ops.mlir.test \
//xla/mlir_hlo/tests:Dialect/mhlo/stablehlo-legalize-to-hlo.mlir.test
```
### Related PRs:
- LLVM [PR-97179](llvm/llvm-project#97179) [APFloat] Add support for f8E4M3 IEEE 754 type (Merged)
- LLVM [PR-97118](llvm/llvm-project#97118) [MLIR] Add f8E4M3 IEEE 754 type (Merged)
- LLVM [PR-99698](llvm/llvm-project#99698) [APFloat] Add support for f8E3M4 IEEE 754 type (Merged)
- LLVM [PR-101230](llvm/llvm-project#101230) [MLIR] Add f8E3M4 IEEE 754 type (Merged)
- StableHLO [PR-2486](openxla/stablehlo#2486) [RFC] Add f8E4M3 and f8E3M4 types support (Merged)
- StableHLO [PR-2482](openxla/stablehlo#2482) Add f8E4M3 and f8E3M4 types support (Merged)
- ml_dtypes [PR-161](jax-ml/ml_dtypes#161) Add float8_e4m3 (Merged)
- ml_dtypes [PR-171](jax-ml/ml_dtypes#171) Add float8_e3m4 (Merged)
- XLA [PR-17075](#17075) [TSL] Bump ml_dtypes. Add float8_e4m3, float8_e3m4 (Approved)
- XLA [PR-3200](#3200) Add support for float8_e4m3fnuz and float8_e5m2fnuz (Template)
- JAX [PR-23585](jax-ml/jax#23585) Add float8_e4m3 type support (in Review)
Copybara import of the project:
--
ec1c723 by Alexander Pivovarov <[email protected]>:
Add support for float8_e4m3 and float8_e3m4 types
Merging this change closes #16585
FUTURE_COPYBARA_INTEGRATE_REVIEW=#16585 from apivovarov:float8_e4m3 ec1c723
PiperOrigin-RevId: 6806510371 parent 869808b commit ad4d33e
File tree
71 files changed
+1509
-155
lines changed- third_party/tsl/tsl/platform
- xla
- ffi
- api
- hlo
- builder/lib
- evaluator
- translate
- hlo_to_mhlo/tests
- mhlo_to_hlo/tests
- mlir_hlo/tests/Dialect/mhlo
- mlir/utils
- pjrt/c
- python
- ifrt
- pjrt_ifrt
- xla_extension
- service
- cpu
- gpu
- fusions/transforms
- tests
- llvm_ir
- stream_executor
- gpu
- rocm
- tests
- tools
- tsl
- framework
- protobuf
- python/lib/core
Some content is hidden
Large Commits have some content hidden by default. Use the searchbox below for content that may be hidden.
71 files changed
+1509
-155
lines changed| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
20 | 20 | | |
21 | 21 | | |
22 | 22 | | |
| 23 | + | |
| 24 | + | |
23 | 25 | | |
24 | 26 | | |
25 | 27 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
316 | 316 | | |
317 | 317 | | |
318 | 318 | | |
| 319 | + | |
319 | 320 | | |
320 | 321 | | |
321 | 322 | | |
| |||
373 | 374 | | |
374 | 375 | | |
375 | 376 | | |
| 377 | + | |
376 | 378 | | |
377 | 379 | | |
378 | 380 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
162 | 162 | | |
163 | 163 | | |
164 | 164 | | |
| 165 | + | |
| 166 | + | |
| 167 | + | |
| 168 | + | |
| 169 | + | |
| 170 | + | |
| 171 | + | |
| 172 | + | |
| 173 | + | |
| 174 | + | |
| 175 | + | |
| 176 | + | |
| 177 | + | |
| 178 | + | |
165 | 179 | | |
166 | 180 | | |
167 | 181 | | |
| |||
190 | 204 | | |
191 | 205 | | |
192 | 206 | | |
| 207 | + | |
| 208 | + | |
| 209 | + | |
| 210 | + | |
| 211 | + | |
| 212 | + | |
| 213 | + | |
| 214 | + | |
| 215 | + | |
| 216 | + | |
| 217 | + | |
| 218 | + | |
| 219 | + | |
| 220 | + | |
193 | 221 | | |
194 | 222 | | |
195 | 223 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
133 | 133 | | |
134 | 134 | | |
135 | 135 | | |
| 136 | + | |
| 137 | + | |
| 138 | + | |
| 139 | + | |
136 | 140 | | |
137 | 141 | | |
138 | 142 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
195 | 195 | | |
196 | 196 | | |
197 | 197 | | |
| 198 | + | |
| 199 | + | |
198 | 200 | | |
199 | 201 | | |
200 | 202 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
73 | 73 | | |
74 | 74 | | |
75 | 75 | | |
| 76 | + | |
76 | 77 | | |
77 | 78 | | |
78 | 79 | | |
79 | 80 | | |
| 81 | + | |
80 | 82 | | |
81 | 83 | | |
82 | 84 | | |
| |||
98 | 100 | | |
99 | 101 | | |
100 | 102 | | |
| 103 | + | |
101 | 104 | | |
102 | 105 | | |
103 | 106 | | |
104 | 107 | | |
| 108 | + | |
105 | 109 | | |
106 | 110 | | |
107 | 111 | | |
| |||
117 | 121 | | |
118 | 122 | | |
119 | 123 | | |
| 124 | + | |
120 | 125 | | |
121 | 126 | | |
122 | 127 | | |
123 | 128 | | |
| 129 | + | |
124 | 130 | | |
125 | 131 | | |
126 | 132 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
130 | 130 | | |
131 | 131 | | |
132 | 132 | | |
| 133 | + | |
133 | 134 | | |
134 | 135 | | |
135 | 136 | | |
136 | 137 | | |
137 | 138 | | |
| 139 | + | |
138 | 140 | | |
139 | 141 | | |
140 | 142 | | |
| |||
179 | 181 | | |
180 | 182 | | |
181 | 183 | | |
| 184 | + | |
| 185 | + | |
182 | 186 | | |
183 | 187 | | |
184 | 188 | | |
| |||
187 | 191 | | |
188 | 192 | | |
189 | 193 | | |
| 194 | + | |
| 195 | + | |
190 | 196 | | |
191 | 197 | | |
192 | 198 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
265 | 265 | | |
266 | 266 | | |
267 | 267 | | |
| 268 | + | |
268 | 269 | | |
269 | 270 | | |
270 | 271 | | |
271 | 272 | | |
| 273 | + | |
272 | 274 | | |
273 | 275 | | |
274 | 276 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
19 | 19 | | |
20 | 20 | | |
21 | 21 | | |
| 22 | + | |
22 | 23 | | |
23 | 24 | | |
24 | 25 | | |
| |||
111 | 112 | | |
112 | 113 | | |
113 | 114 | | |
114 | | - | |
| 115 | + | |
115 | 116 | | |
116 | 117 | | |
117 | 118 | | |
118 | | - | |
| 119 | + | |
119 | 120 | | |
120 | 121 | | |
| 122 | + | |
| 123 | + | |
| 124 | + | |
| 125 | + | |
| 126 | + | |
| 127 | + | |
| 128 | + | |
| 129 | + | |
| 130 | + | |
| 131 | + | |
| 132 | + | |
| 133 | + | |
| 134 | + | |
| 135 | + | |
| 136 | + | |
| 137 | + | |
| 138 | + | |
| 139 | + | |
| 140 | + | |
| 141 | + | |
| 142 | + | |
| 143 | + | |
| 144 | + | |
| 145 | + | |
| 146 | + | |
| 147 | + | |
| 148 | + | |
| 149 | + | |
| 150 | + | |
| 151 | + | |
| 152 | + | |
| 153 | + | |
| 154 | + | |
| 155 | + | |
| 156 | + | |
| 157 | + | |
| 158 | + | |
| 159 | + | |
| 160 | + | |
| 161 | + | |
| 162 | + | |
| 163 | + | |
| 164 | + | |
| 165 | + | |
| 166 | + | |
| 167 | + | |
| 168 | + | |
| 169 | + | |
| 170 | + | |
| 171 | + | |
| 172 | + | |
| 173 | + | |
| 174 | + | |
121 | 175 | | |
122 | 176 | | |
123 | 177 | | |
124 | 178 | | |
125 | 179 | | |
126 | 180 | | |
127 | | - | |
128 | | - | |
| 181 | + | |
| 182 | + | |
129 | 183 | | |
130 | 184 | | |
131 | 185 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
175 | 175 | | |
176 | 176 | | |
177 | 177 | | |
| 178 | + | |
| 179 | + | |
178 | 180 | | |
179 | 181 | | |
180 | 182 | | |
| |||
973 | 975 | | |
974 | 976 | | |
975 | 977 | | |
976 | | - | |
977 | | - | |
| 978 | + | |
| 979 | + | |
978 | 980 | | |
979 | 981 | | |
980 | 982 | | |
| |||
1026 | 1028 | | |
1027 | 1029 | | |
1028 | 1030 | | |
1029 | | - | |
1030 | | - | |
| 1031 | + | |
| 1032 | + | |
1031 | 1033 | | |
1032 | 1034 | | |
1033 | 1035 | | |
| |||
0 commit comments